Signalcrest
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dataentity · corroborated across sources

umap

for data scientists

Emerging

18

signal score

1

live items

Too early

trajectory — needs a few more snapshots

arxiv

Why this scored 18

every term, weighted
Velocity+0.0 / 40 max

Engagement per hour, normalized against the fastest item on its own source

Acceleration+7.5 / 25 max

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25 max

How many independent communities are talking about the same entity

Recency+10.0 / 10 max

Decays to zero over 14 days

Saturation penalty+0.0 / 30 max

Subtracted once something is big and old — we rank what's next, not what's peaked

Composite17.5

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On a topic's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement. Full methodology

Signal history

7-day window (free)
Not enough history yet — the trend line fills in as snapshots accrue (every 30 min).

The evidence

The live items this entity's score aggregates — every community independently talking about it right now. This is the corroboration, shown, not claimed.

  1. 117

    An unsupervised clustering analysis of breast cancer data derived from electronic health records enhanced through UMAP dimensionality reduction

    Analyzes breast cancer data — for data scientists

    arxivdataEmerging5d ago